Projects

• Project · on Hugging Face

  Sharp Models: local coders that get to the point

  Open-weight models on Hugging Face, tuned to make local agentic coders stronger, faster and leaner with tokens: TielCoder-35B-A3B, Dirk-27B and SharpSpark-4B.

• Project · Available now!

  Callosum: Bridging quick decisions and deep work

  Fast zero-token classification probabilities from the local models you're already serving, even while the model is generating or prefilling other requests. Optional budgeted reasoning. Supports llama.cpp for now.

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  Project

  code-drawn-scenes: a one-shot scene design toolkit

  An agent skill for building illustrated scenes in code (Canvas2D, SVG, WebGL-2D) that look finished on the first pass and can be developed into interactive websites.

• Project · in progress

  SharpQuant: objective-driven dynamic quantization

  Dynamic quantization for GGUF models that measures which tensors need the bits instead of guessing, on a Mac with 64 GB or less, driven by a human, an agent, or both.